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Our results show that the CircleNet can achieve the state-of-the-art results for landmark detection on the dataset with a large margin of 1.8 average pixels compared to current methods. ... Using the CircleNet, we not only constrain the relationship between landmarks but also integrate landmark detection and object detection into an end-to-end framework. ... Experimental Setup We apply the CircleNet to the DDH dataset for landmark detection. ...doi:10.1609/aaai.v34i07.6922 fatcat:one4u2fep5gsjlsdabefflxvyy